BAYSIS Matched Dataset Report

Dataset statistics

Number of variables	32
Number of observations	1867
Missing cells	109
Missing cells (%)	0.2%
Duplicate rows	6
Duplicate rows (%)	0.3%
Total size in memory	466.9 KiB
Average record size in memory	256.1 B

Variable types

NUM	17
CAT	14
UNSUPPORTED	1

Warnings

Dataset has 6 (0.3%) duplicate rows	Duplicates
`Lich2` is highly correlated with `Lich1`	High correlation
`Lich1` is highly correlated with `Lich2`	High correlation
`Fstf` has 109 (5.8%) missing values	Missing
`WoTag` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`TempDist` has 858 (46.0%) zeros	Zeros
`SpatDist` has 1584 (84.8%) zeros	Zeros
`UArt1` has 64 (3.4%) zeros	Zeros
`AUrs1` has 1676 (89.8%) zeros	Zeros
`AUrs2` has 1856 (99.4%) zeros	Zeros

Reproduction

Analysis started	2020-10-25 08:14:47.081704
Analysis finished	2020-10-25 08:17:10.964003
Duration	2 minutes and 23.88 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

TempMax
Real number (ℝ_≥0)

Distinct	211
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	175.0091055
Minimum	9
Maximum	1341
Zeros	0
Zeros (%)	0.0%
Memory size	14.6 KiB

Quantile statistics

Minimum	9
5-th percentile	24
Q1	69
median	117
Q3	216
95-th percentile	525
Maximum	1341
Range	1332
Interquartile range (IQR)	147

Descriptive statistics

Standard deviation	173.2912269
Coefficient of variation (CV)	0.9901840616
Kurtosis	9.396857376
Mean	175.0091055
Median Absolute Deviation (MAD)	63
Skewness	2.581777376
Sum	326742
Variance	30029.84933
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84	36	1.9%
81	36	1.9%
93	35	1.9%
87	33	1.8%
72	31	1.7%
111	31	1.7%
78	31	1.7%
54	31	1.7%
69	31	1.7%
96	30	1.6%
Other values (201)	1542	82.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	8	0.4%
12	11	0.6%
15	13	0.7%
18	28	1.5%
21	20	1.1%

Value	Count	Frequency (%)
1341	1	0.1%
1323	3	0.2%
1257	2	0.1%
1194	1	0.1%
1152	1	0.1%

TempAvg
Real number (ℝ_≥0)

Distinct	246
Distinct (%)	13.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	74.23245849
Minimum	3
Maximum	1326
Zeros	0
Zeros (%)	0.0%
Memory size	14.6 KiB

Quantile statistics

Minimum	3
5-th percentile	11
Q1	32
median	55
Q3	90
95-th percentile	196
Maximum	1326
Range	1323
Interquartile range (IQR)	58

Descriptive statistics

Standard deviation	81.24420703
Coefficient of variation (CV)	1.094456639
Kurtosis	72.03526142
Mean	74.23245849
Median Absolute Deviation (MAD)	28
Skewness	6.318025592
Sum	138592
Variance	6600.621175
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44	30	1.6%
26	27	1.4%
48	27	1.4%
53	26	1.4%
59	26	1.4%
24	25	1.3%
56	24	1.3%
57	23	1.2%
50	23	1.2%
47	23	1.2%
Other values (236)	1613	86.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1	0.1%
4	3	0.2%
5	11	0.6%
6	13	0.7%
7	18	1.0%

Value	Count	Frequency (%)
1326	1	0.1%
1260	1	0.1%
955	1	0.1%
920	1	0.1%
703	1	0.1%

SpatMax
Real number (ℝ_≥0)

Distinct	1517
Distinct (%)	81.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12099.28388
Minimum	832
Maximum	219082
Zeros	0
Zeros (%)	0.0%
Memory size	14.6 KiB

Quantile statistics

Minimum	832
5-th percentile	1899.3
Q1	4518.5
median	8422
Q3	14539
95-th percentile	31525.9
Maximum	219082
Range	218250
Interquartile range (IQR)	10020.5

Descriptive statistics

Standard deviation	17042.85808
Coefficient of variation (CV)	1.408584033
Kurtosis	82.68306322
Mean	12099.28388
Median Absolute Deviation (MAD)	4623
Skewness	7.967522598
Sum	22589363
Variance	290459011.6
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13163	8	0.4%
189730	5	0.3%
6621	5	0.3%
2351	5	0.3%
3475	5	0.3%
15117	4	0.2%
4840	4	0.2%
35492	4	0.2%
13456	4	0.2%
6025	4	0.2%
Other values (1507)	1819	97.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
832	2	0.1%
965	1	0.1%
971	1	0.1%
1000	1	0.1%
1036	1	0.1%

Value	Count	Frequency (%)
219082	3	0.2%
195310	2	0.1%
189730	5	0.3%
153237	1	0.1%
135780	1	0.1%

SpatAvg
Real number (ℝ_≥0)

Distinct	1498
Distinct (%)	80.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3996.387788
Minimum	135
Maximum	17805
Zeros	0
Zeros (%)	0.0%
Memory size	14.6 KiB

Quantile statistics

Minimum	135
5-th percentile	1053.3
Q1	2007.5
median	3402
Q3	5334.5
95-th percentile	9279
Maximum	17805
Range	17670
Interquartile range (IQR)	3327

Descriptive statistics

Standard deviation	2621.118875
Coefficient of variation (CV)	0.655872006
Kurtosis	2.208051196
Mean	3996.387788
Median Absolute Deviation (MAD)	1569
Skewness	1.329804557
Sum	7461256
Variance	6870264.157
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10266	5	0.3%
1413	5	0.3%
5606	5	0.3%
8822	4	0.2%
12363	4	0.2%
4423	4	0.2%
7527	3	0.2%
1475	3	0.2%
6415	3	0.2%
7933	3	0.2%
Other values (1488)	1828	97.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
135	1	0.1%
347	1	0.1%
358	1	0.1%
387	1	0.1%
393	1	0.1%

Value	Count	Frequency (%)
17805	1	0.1%
16851	1	0.1%
16571	2	0.1%
15526	1	0.1%
15132	1	0.1%

TempDist
Real number (ℝ_≥0)

ZEROS

Distinct	25
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.538832351
Minimum	0
Maximum	24
Zeros	858
Zeros (%)	46.0%
Memory size	14.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	9
95-th percentile	21
Maximum	24
Range	24
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.888638558
Coefficient of variation (CV)	1.243698693
Kurtosis	0.1675782571
Mean	5.538832351
Median Absolute Deviation (MAD)	3
Skewness	1.112474575
Sum	10341
Variance	47.45334119
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	858	46.0%
6	89	4.8%
7	76	4.1%
5	70	3.7%
8	68	3.6%
9	66	3.5%
10	60	3.2%
3	58	3.1%
12	51	2.7%
4	50	2.7%
Other values (15)	421	22.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	858	46.0%
1	41	2.2%
2	32	1.7%
3	58	3.1%
4	50	2.7%

Value	Count	Frequency (%)
24	28	1.5%
23	21	1.1%
22	27	1.4%
21	31	1.7%
20	19	1.0%

SpatDist
Real number (ℝ_≥0)

ZEROS

Distinct	220
Distinct (%)	11.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	84.7728977
Minimum	0
Maximum	2000
Zeros	1584
Zeros (%)	84.8%
Memory size	14.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	650
Maximum	2000
Range	2000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	280.5631239
Coefficient of variation (CV)	3.309585157
Kurtosis	18.59098594
Mean	84.7728977
Median Absolute Deviation (MAD)	0
Skewness	4.169201904
Sum	158271
Variance	78715.66651
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1584	84.8%
250	15	0.8%
750	8	0.4%
1250	6	0.3%
50	3	0.2%
151	3	0.2%
290	3	0.2%
170	3	0.2%
468	2	0.1%
341	2	0.1%
Other values (210)	238	12.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1584	84.8%
2	1	0.1%
3	2	0.1%
7	1	0.1%
13	1	0.1%

Value	Count	Frequency (%)
2000	2	0.1%
1975	1	0.1%
1960	1	0.1%
1949	1	0.1%
1906	1	0.1%

Coverage
Real number (ℝ_≥0)

Distinct	96
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	43.58543117
Minimum	2
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	14.6 KiB

Quantile statistics

Minimum	2
5-th percentile	13
Q1	27
median	41
Q3	58
95-th percentile	85
Maximum	100
Range	98
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	21.43115206
Coefficient of variation (CV)	0.4917044866
Kurtosis	-0.363760615
Mean	43.58543117
Median Absolute Deviation (MAD)	15
Skewness	0.4941271419
Sum	81374
Variance	459.2942785
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	45	2.4%
30	42	2.2%
36	42	2.2%
44	41	2.2%
25	40	2.1%
40	40	2.1%
31	39	2.1%
37	38	2.0%
18	37	2.0%
45	36	1.9%
Other values (86)	1467	78.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	3	0.2%
3	5	0.3%
5	6	0.3%
6	6	0.3%
7	6	0.3%

Value	Count	Frequency (%)
100	18	1.0%
98	3	0.2%
97	2	0.1%
96	4	0.2%
95	3	0.2%

TLCar
Real number (ℝ_≥0)

Distinct	828
Distinct (%)	44.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1510.77022
Minimum	1000
Maximum	1999
Zeros	0
Zeros (%)	0.0%
Memory size	14.6 KiB

Quantile statistics

Minimum	1000
5-th percentile	1052
Q1	1263
median	1518
Q3	1764
95-th percentile	1948
Maximum	1999
Range	999
Interquartile range (IQR)	501

Descriptive statistics

Standard deviation	288.4265018
Coefficient of variation (CV)	0.1909135473
Kurtosis	-1.208499076
Mean	1510.77022
Median Absolute Deviation (MAD)	250
Skewness	-0.03924223406
Sum	2820608
Variance	83189.84696
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1171	7	0.4%
1293	7	0.4%
1191	7	0.4%
1955	7	0.4%
1902	7	0.4%
1999	6	0.3%
1403	6	0.3%
1472	6	0.3%
1866	6	0.3%
1678	6	0.3%
Other values (818)	1802	96.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1000	1	0.1%
1001	5	0.3%
1002	2	0.1%
1003	3	0.2%
1006	3	0.2%

Value	Count	Frequency (%)
1999	6	0.3%
1998	3	0.2%
1997	2	0.1%
1996	3	0.2%
1994	2	0.1%

TLHGV
Real number (ℝ_≥0)

Distinct	488
Distinct (%)	26.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	746.8339582
Minimum	500
Maximum	999
Zeros	0
Zeros (%)	0.0%
Memory size	14.6 KiB

Quantile statistics

Minimum	500
5-th percentile	525.3
Q1	620
median	743
Q3	871
95-th percentile	972
Maximum	999
Range	499
Interquartile range (IQR)	251

Descriptive statistics

Standard deviation	144.8114466
Coefficient of variation (CV)	0.193900458
Kurtosis	-1.233212315
Mean	746.8339582
Median Absolute Deviation (MAD)	126
Skewness	0.03726417494
Sum	1394339
Variance	20970.35505
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
926	11	0.6%
582	10	0.5%
871	10	0.5%
869	10	0.5%
626	9	0.5%
795	9	0.5%
567	9	0.5%
982	9	0.5%
579	9	0.5%
664	9	0.5%
Other values (478)	1772	94.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
500	3	0.2%
501	7	0.4%
502	3	0.2%
503	1	0.1%
504	1	0.1%

Value	Count	Frequency (%)
999	5	0.3%
998	4	0.2%
997	1	0.1%
996	3	0.2%
995	3	0.2%

Strasse
Categorical

Distinct	17
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

A3	574
A9	466
A96	156
A7	130
A73	129
Other values (12)	412

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
A3	574	30.7%
A9	466	25.0%
A96	156	8.4%
A7	130	7.0%
A73	129	6.9%
A6	127	6.8%
A99	116	6.2%
A92	66	3.5%
A94	37	2.0%
A70	31	1.7%
Other values (7)	35	1.9%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	4
Median length	2
Mean length	2.30690948
Min length	2

Kat
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

3	890
7	724
2	217
1	36

Frequencies
Length

Value	Count	Frequency (%)
3	890	47.7%
7	724	38.8%
2	217	11.6%
1	36	1.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Typ
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.054097483
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	14.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	6
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.94780996
Coefficient of variation (CV)	0.385392242
Kurtosis	0.214578889
Mean	5.054097483
Median Absolute Deviation (MAD)	0
Skewness	-1.388058215
Sum	9436
Variance	3.793963641
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
6	1313	70.3%
1	301	16.1%
3	120	6.4%
7	118	6.3%
5	11	0.6%
4	4	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	301	16.1%
3	120	6.4%
4	4	0.2%
5	11	0.6%
6	1313	70.3%

Value	Count	Frequency (%)
7	118	6.3%
6	1313	70.3%
5	11	0.6%
4	4	0.2%
3	120	6.4%

Betei
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.275307981
Minimum	1
Maximum	18
Zeros	0
Zeros (%)	0.0%
Memory size	14.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	4
Maximum	18
Range	17
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9596611188
Coefficient of variation (CV)	0.4217719654
Kurtosis	42.98696399
Mean	2.275307981
Median Absolute Deviation (MAD)	0
Skewness	3.808235232
Sum	4248
Variance	0.920949463
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	1145	61.3%
3	358	19.2%
1	219	11.7%
4	103	5.5%
5	25	1.3%
7	6	0.3%
6	6	0.3%
8	4	0.2%
18	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	219	11.7%
2	1145	61.3%
3	358	19.2%
4	103	5.5%
5	25	1.3%

Value	Count	Frequency (%)
18	1	0.1%
8	4	0.2%
7	6	0.3%
6	6	0.3%
5	25	1.3%

UArt1
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.38189609
Minimum	0
Maximum	9
Zeros	64
Zeros (%)	3.4%
Memory size	14.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.438164325
Coefficient of variation (CV)	0.7209459606
Kurtosis	0.3529952481
Mean	3.38189609
Median Absolute Deviation (MAD)	1
Skewness	1.283502637
Sum	6314
Variance	5.944645278
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	838	44.9%
3	453	24.3%
8	165	8.8%
9	125	6.7%
5	90	4.8%
1	87	4.7%
0	64	3.4%
7	35	1.9%
6	6	0.3%
4	4	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	64	3.4%
1	87	4.7%
2	838	44.9%
3	453	24.3%
4	4	0.2%

Value	Count	Frequency (%)
9	125	6.7%
8	165	8.8%
7	35	1.9%
6	6	0.3%
5	90	4.8%

UArt2
Real number (ℝ)

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1815747188
Minimum	-1
Maximum	9
Zeros	4
Zeros (%)	0.2%
Memory size	14.6 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	9
Maximum	9
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.052896133
Coefficient of variation (CV)	16.81344271
Kurtosis	3.665719041
Mean	0.1815747188
Median Absolute Deviation (MAD)	0
Skewness	2.338769952
Sum	339
Variance	9.320174797
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-1	1598	85.6%
9	133	7.1%
8	69	3.7%
3	39	2.1%
2	12	0.6%
1	5	0.3%
7	4	0.2%
0	4	0.2%
5	2	0.1%
4	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	1598	85.6%
0	4	0.2%
1	5	0.3%
2	12	0.6%
3	39	2.1%

Value	Count	Frequency (%)
9	133	7.1%
8	69	3.7%
7	4	0.2%
5	2	0.1%
4	1	0.1%

AUrs1
Real number (ℝ_≥0)

ZEROS

Distinct	15
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.79914301
Minimum	0
Maximum	89
Zeros	1676
Zeros (%)	89.8%
Memory size	14.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	73
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	23.18858423
Coefficient of variation (CV)	2.973222084
Kurtosis	5.183920285
Mean	7.79914301
Median Absolute Deviation (MAD)	0
Skewness	2.662744052
Sum	14561
Variance	537.7104387
Monotocity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	1676	89.8%
73	95	5.1%
72	41	2.2%
89	18	1.0%
82	13	0.7%
88	8	0.4%
81	4	0.2%
86	3	0.2%
83	2	0.1%
75	2	0.1%
Other values (5)	5	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1676	89.8%
72	41	2.2%
73	95	5.1%
75	2	0.1%
76	1	0.1%

Value	Count	Frequency (%)
89	18	1.0%
88	8	0.4%
87	1	0.1%
86	3	0.2%
84	1	0.1%

AUrs2
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4627745046
Minimum	0
Maximum	89
Zeros	1856
Zeros (%)	99.4%
Memory size	14.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.024964269
Coefficient of variation (CV)	13.01922256
Kurtosis	167.9982767
Mean	0.4627745046
Median Absolute Deviation (MAD)	0
Skewness	13.00346141
Sum	864
Variance	36.30019444
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	1856	99.4%
73	3	0.2%
81	2	0.1%
80	2	0.1%
75	2	0.1%
89	1	0.1%
84	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1856	99.4%
73	3	0.2%
75	2	0.1%
80	2	0.1%
81	2	0.1%

Value	Count	Frequency (%)
89	1	0.1%
84	1	0.1%
81	2	0.1%
80	2	0.1%
75	2	0.1%

AufHi
Real number (ℝ)

Distinct	9
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.01446170327
Minimum	-1
Maximum	9
Zeros	2
Zeros (%)	0.1%
Memory size	14.6 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	3
Maximum	9
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.838700543
Coefficient of variation (CV)	127.1427375
Kurtosis	0.6646081812
Mean	0.01446170327
Median Absolute Deviation (MAD)	0
Skewness	1.416672657
Sum	27
Variance	3.380819686
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
-1	1417	75.9%
3	381	20.4%
4	44	2.4%
5	16	0.9%
8	3	0.2%
9	2	0.1%
0	2	0.1%
2	1	0.1%
1	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	1417	75.9%
0	2	0.1%
1	1	0.1%
2	1	0.1%
3	381	20.4%

Value	Count	Frequency (%)
9	2	0.1%
8	3	0.2%
5	16	0.9%
4	44	2.4%
3	381	20.4%

Alkoh
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

-1	1842
1	25

Frequencies
Length

Value	Count	Frequency (%)
-1	1842	98.7%
1	25	1.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.986609534
Min length	1

Char1
Real number (ℝ)

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.5206213176
Minimum	-1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	14.6 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	4
Maximum	6
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.607184446
Coefficient of variation (CV)	-3.087050782
Kurtosis	8.211005847
Mean	-0.5206213176
Median Absolute Deviation (MAD)	0
Skewness	3.147680846
Sum	-972
Variance	2.583041843
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
-1	1710	91.6%
5	60	3.2%
4	56	3.0%
6	33	1.8%
2	8	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	1710	91.6%
2	8	0.4%
4	56	3.0%
5	60	3.2%
6	33	1.8%

Value	Count	Frequency (%)
6	33	1.8%
5	60	3.2%
4	56	3.0%
2	8	0.4%
-1	1710	91.6%

Char2
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

-1	1825
6	42

Frequencies
Length

Value	Count	Frequency (%)
-1	1825	97.8%
6	42	2.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.977504017
Min length	1

Bes1
Categorical

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

-1	1503
6	358
1	6

Frequencies
Length

Value	Count	Frequency (%)
-1	1503	80.5%
6	358	19.2%
1	6	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.805034815
Min length	1

Bes2
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

-1	1866
6	1

Frequencies
Length

Value	Count	Frequency (%)
-1	1866	99.9%
6	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.999464381
Min length	1

Lich1
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

0	1503
2	263
1	98
-1	3

Frequencies
Length

Value	Count	Frequency (%)
0	1503	80.5%
2	263	14.1%
1	98	5.2%
-1	3	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.001606856
Min length	1

Lich2
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

-1	1506
4	345
3	16

Frequencies
Length

Value	Count	Frequency (%)
-1	1506	80.7%
4	345	18.5%
3	16	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.806641671
Min length	1

Zust1
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

0	1408
1	414
2	40
-1	5

Frequencies
Length

Value	Count	Frequency (%)
0	1408	75.4%
1	414	22.2%
2	40	2.1%
-1	5	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.002678093
Min length	1

Zust2
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

-1	1850
2	17

Frequencies
Length

Value	Count	Frequency (%)
-1	1850	99.1%
2	17	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.990894483
Min length	1

Fstf
Categorical

MISSING

Distinct	7
Distinct (%)	0.4%
Missing	109
Missing (%)	5.8%
Memory size	14.6 KiB

2	809
1	587
3	292
4	39
S	23
Other values (2)	8

Frequencies
Length

Value	Count	Frequency (%)
2	809	43.3%
1	587	31.4%
3	292	15.6%
4	39	2.1%
S	23	1.2%
5	5	0.3%
F	3	0.2%
(Missing)	109	5.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.116764863
Min length	1

StrklVu
Categorical

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

A	1862
G	4
B	1

Frequencies
Length

Value	Count	Frequency (%)
A	1862	99.7%
G	4	0.2%
B	1	0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

WoTag
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	14.7 KiB

FeiTag
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

-1	1820
1	47

Frequencies
Length

Value	Count	Frequency (%)
-1	1820	97.5%
1	47	2.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.974825924
Min length	1

Month
Categorical

Distinct	12
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	14.6 KiB

Jul	242
Aug	222
Oct	167
Sep	163
Jun	163
Other values (7)	910

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Jul	242	13.0%
Aug	222	11.9%
Oct	167	8.9%
Sep	163	8.7%
Jun	163	8.7%
Apr	150	8.0%
Mar	142	7.6%
Nov	141	7.6%
May	140	7.5%
Dec	137	7.3%
Other values (2)	200	10.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	SpatDist	Coverage	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AUrs1	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust1	Zust2	Fstf	StrklVu	WoTag	FeiTag	Month
0	360	222	6568	4311	0	0	61	1714	718	A3	2	1	3	2	-1	0	-1	-1	-1	-1	-1	-1	0	-1	1	-1	2	A	Di	1	Jan
1	69	28	6000	3475	10	0	41	1691	686	A6	3	6	3	2	-1	89	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	A	Di	1	Jan
2	162	89	13925	7212	0	0	50	1293	804	A3	3	6	5	2	9	0	3	-1	-1	-1	-1	-1	0	-1	1	-1	2	A	Mi	-1	Jan
3	162	89	13925	7212	1	996	50	1293	804	A3	3	6	7	2	-1	82	-1	-1	-1	-1	-1	-1	0	-1	1	-1	2	A	Mi	-1	Jan
4	162	49	20701	5847	0	0	28	1417	502	A3	3	6	2	2	-1	0	-1	-1	-1	-1	-1	-1	0	-1	0	-1	NaN	A	Mi	-1	Jan
5	45	20	7483	3057	0	0	42	1044	780	A6	3	6	3	2	-1	0	-1	1	-1	-1	-1	-1	0	-1	0	-1	1	A	Mi	-1	Jan
6	285	117	18067	5068	0	0	28	1205	643	A9	7	1	3	3	-1	72	-1	-1	-1	-1	-1	-1	0	-1	1	2	1	A	Mi	-1	Jan
7	216	96	12991	5615	11	0	43	1647	670	A3	3	7	3	3	-1	0	-1	-1	-1	-1	-1	-1	2	4	1	-1	2	A	Do	-1	Jan
8	138	55	6415	3142	0	0	42	1803	985	A9	7	1	2	3	-1	0	-1	-1	-1	-1	-1	-1	2	4	0	-1	1	A	Fr	-1	Jan
9	105	61	9941	2555	0	112	22	1657	905	A9	3	6	3	2	-1	0	-1	-1	-1	-1	-1	-1	2	4	1	-1	4	A	Fr	-1	Jan

Last rows

	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	SpatDist	Coverage	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust2	Fstf	StrklVu	WoTag	FeiTag	Month
1857	81	61	2698	2360	8	0	86	1305	511	A7	3	1	1	9	-1	3	-1	6	-1	-1	-1	2	4	-1	2	A	Fr	-1	Dec
1858	237	52	29229	6305	0	0	21	1269	784	A9	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	0	-1	-1	F	A	Fr	-1	Dec
1859	564	94	43244	7047	0	0	16	1785	638	A7	3	1	4	2	9	3	-1	-1	-1	-1	-1	0	-1	-1	2	A	-1	-1	Dec
1860	201	93	14999	4372	16	0	29	1875	579	A7	3	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	-1	1	A	Sa	-1	Dec
1861	45	26	3955	2768	22	0	75	1262	925	A9	3	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	-1	1	A	So	-1	Dec
1862	39	31	13456	10007	11	0	74	1850	582	A9	3	7	3	4	-1	-1	-1	-1	-1	-1	-1	2	4	-1	3	A	So	-1	Dec
1863	135	54	6481	2784	12	750	42	1798	511	A9	7	6	2	2	-1	-1	-1	-1	-1	6	-1	0	-1	-1	1	A	So	-1	Dec
1864	87	79	3788	3411	0	0	88	1363	741	A92	3	6	2	2	-1	-1	1	-1	-1	-1	-1	2	4	-1	2	A	So	-1	Dec
1865	93	72	3418	2571	4	0	75	1950	993	A3	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	2	3	-1	2	A	-1	-1	Dec
1866	69	62	1406	1260	6	0	78	1155	500	A71	2	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	-1	1	A	Di	-1	Dec

Most frequent

	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	SpatDist	Coverage	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AUrs1	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust1	Zust2	Fstf	StrklVu	FeiTag	Month	count
0	24	24	1341	1033	18	3	88	1451	951	A9	7	1	1	7	-1	88	-1	-1	-1	-1	6	-1	2	4	1	-1	2	A	-1	Oct	2
1	99	43	13079	6332	0	0	48	1149	610	A9	7	1	1	0	-1	0	-1	-1	-1	-1	-1	-1	0	-1	0	-1	S	A	-1	Jul	2
2	177	61	30496	5350	0	0	16	1194	546	A3	7	3	2	5	-1	0	-1	-1	-1	-1	-1	-1	0	-1	1	-1	2	A	-1	May	2
3	252	51	20792	4259	0	0	19	1679	606	A3	3	6	2	2	-1	0	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	A	-1	Sep	2
4	294	94	7660	2405	0	0	30	1576	680	A3	7	6	2	5	-1	0	-1	-1	-1	-1	6	-1	0	-1	0	-1	2	A	-1	Aug	2
5	450	170	9574	3907	0	0	40	1214	522	A9	7	6	2	3	-1	0	-1	-1	-1	-1	6	-1	0	-1	0	-1	2	A	-1	Jun	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent